* Drops observations since 2008				
				
* number of lags
local MaxLPLags 2
* horizon
local horizon 4
*instrument 
local inst = "$inst"

use "${hp}Data\Out\Data_Final_nuts${nu}.dta", clear

*to have the same sample when looking at real and political variables
drop if Far_share==.

* Rob Check: discard observations since great recession 
drop if Year>=2008 

 
********************************************************************************
*Step 1)					DATA PREPARATION
********************************************************************************

*List of dependent variables
local lhsvarlist Far_share

* create lags of electon type for controls
foreach var in ElectionType{
	replace `var' = `var'[_n-1] if `var' == . & Nuts_id == Nuts_id[_n-1]
}
	
foreach var in `lhsvarlist' {
	*gen log`var' = log(1+(100*`var'))
	forvalues i=0/`horizon' {
		*qui gen F`i'`var' = 100*(F`i'.log`var' - L.log`var')
		*label var F`i'`var' "Forward `i' year change in `var', percent %"
		qui gen F`i'`var' = 100*(F`i'.`var' - L.`var')
		label var F`i'`var' "Forward `i' year change in `var', pp"
	}
} 

*forward changes for control variables
foreach lhsvar in pcGDP  {	
	forvalues i = 0/`horizon'{	
		gen F`i'`lhsvar' = (F`i'.`lhsvar' - L.`lhsvar') / L.`lhsvar' *100
		label var F`i'`lhsvar' "Forward `i' year change in `lhsvar', percent %"		
	}
}

*forward change of RHS variable in growth rates (%)
foreach lhsvar in pcGOV {
	forvalues i = 0/`horizon' {
		gen F`i'`lhsvar'RHS = (F`i'.`lhsvar' - L.`lhsvar') / L.pcGOV * (-100)    // *(-1) because we want to analyze the impact of austerity: a drop in gov spending!
	}
}

********************************************************************************
*Step 2)					LOCAL PROJECTIONS
********************************************************************************

*******************************************************************************
*** 2.1) Impulse Response Function - Cumulative
********************************************************************************

* controls in LP regression
foreach lhsvar in `lhsvarlist' {
	local rhscontrols`lhsvar' l(1/`MaxLPLags').F0`lhsvar' l(1/`MaxLPLags').F0pcGOVRHS  l(1/`MaxLPLags').F0pcGDP
}

foreach lhsvar in `lhsvarlist'   {/*LHS variable: `lhsvarlist' */

	local var pcGOV
	
	*variables to store the impulse response (vector of betas from the LP regressions) and standard errors
	cap gen b_`lhsvar'_iv  = .
	cap gen se_`lhsvar'_iv = .
	cap gen Fstat_`lhsvar'_iv = .

		
	*** Baseline LP table Using IV
	* One regression for each horizon of the response (0-4 years)
	forvalues i = 0/`horizon' {
		local ord = `i' + 1 			// ord='i'+1 in ivreg2 is equivalent to ord='i' in xtscc (check "help ivreg2")
		if (("`lhsvar'" == "pcGOV") & `i' ==0){
			local ord = 0
		}
		
		
		* LP regression	
		xi: ivreg2 F`i'`lhsvar' (F0`var'RHS  = `inst') ///
		`rhscontrols`lhsvar'' i.id i.Year,  ///
		cluster(id) partial(`rhscontrols`lhsvar'' i.id i.Year)
	
		
		*save coefs
		global b_`i': di %6.2fc _b[F0`var'RHS]
		global se_`i': di %6.2fc _se[F0`var'RHS]
		global N_`i' = e(N)
		
		test F0`var'RHS=0
		global p_`lhsvar'_`i' = r(p)
		glo star_`i'=cond(${p_`lhsvar'_`i'}<.01,"***",cond(${p_`lhsvar'_`i'}<.05,"**",cond(${p_`lhsvar'_`i'}<.1,"*","")))
		

	}
}

texdoc init "$Tab\TableC3.tex", append force
tex (3) Dropping Great Recession & ${b_0}${star_0} & ${b_1}${star_1}  & ${b_2}${star_2} & ${b_3}${star_3} & ${b_4}${star_4}  \\
tex	& (${se_0} ) & (${se_1} ) & (${se_2} ) & (${se_3} ) & (${se_4} )   \\ 
tex	\# Obs  & ${N_0}& ${N_1} & ${N_2} & ${N_3} & ${N_4}   \\  \addlinespace 
texdoc close
